Machine Learning

Developing and Evaluating an AI-Based Computer-Aided Diagnosis System for Retinal Disease: Diagnostic Study for Central Serous Chorioretinopathy

Jeewoo Yoon, Jinyoung Han, Junseo Ko, Seong Choi, Ji In Park, Joon Seo Hwang, Jeong Mo Han, Daniel Duck-Jin Hwang

J Med Internet Res 2023 (Nov 29); 25:e48142

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Automated Machine Learning Analysis of Patients With Chronic Skin Disease Using a Medical Smartphone App: Retrospective Study

Igor Bibi, Daniel Schaffert, Mara Blauth, Christian Lull, Jan Alwin von Ahnen, Georg Gross, Wanja Alexander Weigandt, Johannes Knitza, Sebastian Kuhn, Johannes Benecke, Jan Leipe, Astrid Schmieder, Victor Olsavszky

J Med Internet Res 2023 (Nov 28); 25:e50886

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Application of Machine Learning Prediction of Individual SARS-CoV-2 Vaccination and Infection Status to the French Serosurveillance Survey From March 2020 to 2022: Cross-Sectional Study

Stéphanie Bougeard, Adeline Huneau-Salaun, Mikael Attia, Jean-Baptiste Richard, Caroline Demeret, Johnny Platon, Virginie Allain, Stéphane Le Vu, Sophie Goyard, Véronique Gillon, Sibylle Bernard-Stoecklin, Bernadette Crescenzo-Chaigne, Gabrielle Jones, Nicolas Rose, Sylvie van der Werf, Olivier Lantz, Thierry Rose, Harold Noël

JMIR Public Health Surveill 2023 (Nov 28); 9:e46898

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Standardized Comparison of Voice-Based Information and Documentation Systems to Established Systems in Intensive Care: Crossover Study

Arne Peine, Maike Gronholz, Katharina Seidl-Rathkopf, Thomas Wolfram, Ahmed Hallawa, Annika Reitz, Leo Anthony Celi, Gernot Marx, Lukas Martin

JMIR Med Inform 2023 (Nov 28); 11:e44773

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Applications of the Natural Language Processing Tool ChatGPT in Clinical Practice: Comparative Study and Augmented Systematic Review

Nikolas Schopow, Georg Osterhoff, David Baur

JMIR Med Inform 2023 (Nov 28); 11:e48933

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A Large Language Model Screening Tool to Target Patients for Best Practice Alerts: Development and Validation

Thomas Savage, John Wang, Lisa Shieh

JMIR Med Inform 2023 (Nov 27); 11:e49886

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Synthetic Tabular Data Based on Generative Adversarial Networks in Health Care: Generation and Validation Using the Divide-and-Conquer Strategy

Ha Ye Jin Kang, Erdenebileg Batbaatar, Dong-Woo Choi, Kui Son Choi, Minsam Ko, Kwang Sun Ryu

JMIR Med Inform 2023 (Nov 24); 11:e47859

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A Machine Learning Web App to Predict Diabetic Blood Glucose Based on a Basic Noninvasive Health Checkup, Sociodemographic Characteristics, and Dietary Information: Case Study

Masuda Begum Sampa, Topu Biswas, Md Siddikur Rahman, Nor Hidayati Binti Abdul Aziz, Md Nazmul Hossain, Nor Azlina Ab Aziz

JMIR Diabetes 2023 (Nov 24); 8:e49113

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A Conference (Missingness in Action) to Address Missingness in Data and AI in Health Care: Qualitative Thematic Analysis

Christian Rose, Rachel Barber, Carl Preiksaitis, Ireh Kim, Nikesh Mishra, Kristen Kayser, Italo Brown, Michael Gisondi

J Med Internet Res 2023 (Nov 23); 25:e49314

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Identification of Key Influencers for Secondary Distribution of HIV Self-Testing Kits Among Chinese Men Who Have Sex With Men: Development of an Ensemble Machine Learning Approach

Fengshi Jing, Yang Ye, Yi Zhou, Yuxin Ni, Xumeng Yan, Ying Lu, Jason Ong, Joseph D Tucker, Dan Wu, Yuan Xiong, Chen Xu, Xi He, Shanzi Huang, Xiaofeng Li, Hongbo Jiang, Cheng Wang, Wencan Dai, Liqun Huang, Wenhua Mei, Weibin Cheng, Qingpeng Zhang, Weiming Tang

J Med Internet Res 2023 (Nov 23); 25:e37719

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Predicting Adherence to Behavior Change Support Systems Using Machine Learning: Systematic Review

Akon Obu Ekpezu, Isaac Wiafe, Harri Oinas-Kukkonen

JMIR AI 2023 (Nov 22); 2:e46779

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Real-Time Classification of Causes of Death Using AI: Sensitivity Analysis

Patrícia Pita Ferreira, Diogo Godinho Simões, Constança Pinto de Carvalho, Francisco Duarte, Eugénia Fernandes, Pedro Casaca Carvalho, José Francisco Loff, Ana Paula Soares, Maria João Albuquerque, Pedro Pinto-Leite, André Peralta-Santos

JMIR AI 2023 (Nov 22); 2:e40965

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The Use of Machine Translation for Outreach and Health Communication in Epidemiology and Public Health: Scoping Review

Paula Sofia Herrera-Espejel, Stefan Rach

JMIR Public Health Surveill 2023 (Nov 20); 9:e50814

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Machine Learning Models for Blood Glucose Level Prediction in Patients With Diabetes Mellitus: Systematic Review and Network Meta-Analysis

Kui Liu, Linyi Li, Yifei Ma, Jun Jiang, Zhenhua Liu, Zichen Ye, Shuang Liu, Chen Pu, Changsheng Chen, Yi Wan

JMIR Med Inform 2023 (Nov 20); 11:e47833

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Noninvasive Staging of Lymph Node Status in Breast Cancer Using Machine Learning: External Validation and Further Model Development

Malin Hjärtström, Looket Dihge, Pär-Ola Bendahl, Ida Skarping, Julia Ellbrant, Mattias Ohlsson, Lisa Rydén

JMIR Cancer 2023 (Nov 20); 9:e46474

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Developer Perspectives on Potential Harms of Machine Learning Predictive Analytics in Health Care: Qualitative Analysis

Ariadne A Nichol, Pamela L Sankar, Meghan C Halley, Carole A Federico, Mildred K Cho

J Med Internet Res 2023 (Nov 16); 25:e47609

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Risk Factors and Predictive Models for Peripherally Inserted Central Catheter Unplanned Extubation in Patients With Cancer: Prospective, Machine Learning Study

Jinghui Zhang, Guiyuan Ma, Sha Peng, Jianmei Hou, Ran Xu, Lingxia Luo, Jiaji Hu, Nian Yao, Jiaan Wang, Xin Huang

J Med Internet Res 2023 (Nov 16); 25:e49016

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Development and Validation of Machine Learning–Based Models to Predict In-Hospital Mortality in Life-Threatening Ventricular Arrhythmias: Retrospective Cohort Study

Le Li, Ligang Ding, Zhuxin Zhang, Likun Zhou, Zhenhao Zhang, Yulong Xiong, Zhao Hu, Yan Yao

J Med Internet Res 2023 (Nov 15); 25:e47664

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Classifying Schizophrenia Cases by Artificial Neural Network Using Japanese Web-Based Survey Data: Case-Control Study

Yupeng He, Masaaki Matsunaga, Yuanying Li, Taro Kishi, Shinichi Tanihara, Nakao Iwata, Takahiro Tabuchi, Atsuhiko Ota

JMIR Form Res 2023 (Nov 15); 7:e50193

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Extracting Clinical Information From Japanese Radiology Reports Using a 2-Stage Deep Learning Approach: Algorithm Development and Validation

Kento Sugimoto, Shoya Wada, Shozo Konishi, Katsuki Okada, Shirou Manabe, Yasushi Matsumura, Toshihiro Takeda

JMIR Med Inform 2023 (Nov 14); 11:e49041

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